For the LR model, the 5 most predictive patient features for mortality in order from highest magnitude to lowest, based on mean SHAP values, were CKD, advanced age (>80 years), hyperparathyroidism (PTH>6.8pmol/L), CAD, and residency from PRCF. The gene discussed is PTH; the disease is coronary artery disorder.